Refines AI-generated text by removing recognizable machine patterns and injecting natural human voice and rhythm.
The Human Writing Refiner is a specialized skill designed to eliminate the 'robotic' feel often found in AI-generated documentation, emails, and blog posts. Based on the Wikipedia 'Signs of AI writing' guide maintained by the AI Cleanup project, this skill identifies and corrects overused AI vocabulary, formulaic sentence structures, and sterile, voiceless tones. It goes beyond simple editing by teaching the model to vary sentence rhythms, acknowledge complexity, and add authentic perspective, ensuring your content resonates as genuinely human-authored while maintaining professional clarity.
Key Features
01Injects human voice through rhythm variation and authentic perspective
02Detects and replaces high-frequency AI vocabulary words like 'delve' and 'tapestry'
03Corrects mechanical style issues including em dash overuse and curly quotes
0421 GitHub stars
05Strips away chatbot communication artifacts and knowledge-cutoff disclaimers
06Eliminate repetitive patterns such as the 'rule of three' and superficial '-ing' analyses
Use Cases
01Polishing AI-generated technical documentation for a more professional, less formulaic feel
02Cleaning up internal reports to remove obvious chatbot conversational artifacts and disclaimers
03Editing blog posts or PRDs to ensure they have a unique brand voice rather than a generic LLM tone
